Edit Profile (opens in new tab) Kaski, Samuel Co-Author Distance Author ID: kaski.samuel Published as: Kaski, Samuel; Kaski, S. Documents Indexed: 37 Publications since 1994, including 1 Book 1 Contribution as Editor Co-Authors: 54 Co-Authors with 36 Joint Publications 366 Co-Co-Authors all top 5 Co-Authors 2 single-authored 8 Sinkkonen, Janne 6 Peltonen, Jaakko 5 Klami, Arto 4 Corander, Jukka 4 Venna, Jarkko 3 Kohonen, Teuvo 3 Leppäaho, Eemeli 3 Nikkilä, Janne 2 Gillberg, Jussi 2 Havulinna, Aki S. 2 Marttinen, Pekka 2 Parviainen, Pekka 2 Peltola, Tomi 1 Afrabandpey, Homayun 1 Aidos, Helena 1 Ala-Korpela, Mika 1 Ali, Mehreen 1 Ammad-ud-din, Muhammad 1 Aushev, Alexander 1 Bäckström, Christer 1 Bhadra, Sahely 1 Blomstedt, Paul 1 Chen, Yuwei 1 Daee, Pedram 1 Dutta, Ritabrata 1 Girolami, Mark A. 1 Gutmann, Michael U. 1 Heinonen, Markus 1 Honkela, Timo 1 Järvelin, Marjo-Riitta 1 Kangas, Antti J. 1 Kangasrääsiö, Antti 1 Khan, Suleiman A. 1 Lagus, Krista 1 Lahti, Leo 1 Leen, Gayle 1 Nybo, Kristian 1 Oja, Erkki 1 Ollikainen, Ville 1 Orešič, Matej 1 Pesonen, Henri 1 Piironen, Juho 1 Pirinen, Matti 1 Qin, Xiangju 1 Rogers, Simon A. 1 Rousu, Juho 1 Sedov, Denis 1 Sirén, Jukka 1 Soare, Marta 1 Soininen, Pasi 1 Tripathi, Abhishek 1 Vehtari, Aki 1 Virtanen, Seppo 1 Yang, Zhirong all top 5 Serials 8 Machine Learning 4 Journal of Machine Learning Research (JMLR) 3 Neural Networks 3 Statistics and Computing 2 Computational Statistics and Data Analysis 2 Neurocomputing 1 International Journal of Approximate Reasoning 1 Neural Computation 1 Data Mining and Knowledge Discovery 1 Statistical Applications in Genetics and Molecular Biology all top 5 Fields 25 Computer science (68-XX) 18 Statistics (62-XX) 6 Biology and other natural sciences (92-XX) 2 Linear and multilinear algebra; matrix theory (15-XX) 1 General and overarching topics; collections (00-XX) 1 Probability theory and stochastic processes (60-XX) 1 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Information and communication theory, circuits (94-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 23 Publications have been cited 125 times in 117 Documents Cited by ▼ Year ▼ Likelihood-free inference via classification. Zbl 1384.62089Gutmann, Michael U.; Dutta, Ritabrata; Kaski, Samuel; Corander, Jukka 23 2018 WEBSOM – Self-organizing maps of document collections. Zbl 0917.68059Kaski, Samuel; Honkela, Timo; Lagus, Krista; Kohonen, Teuvo 16 1998 Clustering based on conditional distributions in an auxiliary space. Zbl 1009.62048Sinkkonen, Janne; Kaski, Samuel 11 2002 Local multidimensional scaling. Zbl 1102.68601Venna, Jarkko; Kaski, Samuel 11 2006 Winner-take-all networks for physiological models of competitive learning. Zbl 0816.92002Kaski, Samuel; Kohonen, Teuvo 10 1994 Information retrieval perspective to nonlinear dimensionality reduction for data visualization. Zbl 1242.62006Venna, Jarkko; Peltonen, Jaakko; Nybo, Kristian; Aidos, Helena; Kaski, Samuel 10 2010 Data exploration using self-organizing maps. Zbl 0910.62002Kaski, Samuel 9 1997 Bayesian canonical correlation analysis. Zbl 1320.62134Klami, Arto; Virtanen, Seppo; Kaski, Samuel 9 2013 Neighborhood preservation in nonlinear projection methods: An experimental study. Zbl 1001.68746Venna, Jarkko; Kaski, Samuel 5 2001 Exploratory data analysis by the self-organizing map: Structures of welfare and poverty in the world. Zbl 0930.91017Kaski, S.; Kohonen, T. 4 1996 Inverse reinforcement learning from summary data. Zbl 1475.68277Kangasrääsiö, Antti; Kaski, Samuel 2 2018 Improved learning of Riemannian metrics for exploratory analysis. Zbl 1101.68783Peltonen, Jaakko; Klami, Arto; Kaski, Samuel 2 2004 Infinite factorization of multiple non-parametric views. Zbl 1470.62092Rogers, Simon; Klami, Arto; Sinkkonen, Janne; Girolami, Mark; Kaski, Samuel 2 2010 Visualizations for assessing convergence and mixing of Markov chain Monte Carlo simulations. Zbl 1453.62175Peltonen, Jaakko; Venna, Jarkko; Kaski, Samuel 2 2009 A decision-theoretic approach for model interpretability in Bayesian framework. Zbl 07289241Afrabandpey, Homayun; Peltola, Tomi; Piironen, Juho; Vehtari, Aki; Kaski, Samuel 1 2020 Data visualization and analysis with self-organizing maps in learning metrics. Zbl 0997.68711Kaski, Samuel; Sinkkonen, Janne; Peltonen, Jaakko 1 2001 Learning more accurate metrics for self-organizing maps. Zbl 1013.68772Peltonen, Jaakko; Klami, Arto; Kaski, Samuel 1 2002 Discriminative clustering: Optimal contingency tables by learning metrics. Zbl 1014.68512Sinkkonen, Janne; Kaski, Samuel; Nikkilä, Janne 1 2002 Learning structures of Bayesian networks for variable groups. Zbl 1418.68179Parviainen, Pekka; Kaski, Samuel 1 2017 Knowledge elicitation via sequential probabilistic inference for high-dimensional prediction. Zbl 1460.62130Daee, Pedram; Peltola, Tomi; Soare, Marta; Kaski, Samuel 1 2017 Associative clustering. Zbl 1132.68591Sinkkonen, Janne; Nikkilä, Janne; Lahti, Leo; Kaski, Samuel 1 2004 Matching samples of multiple views. Zbl 1235.68199Tripathi, Abhishek; Klami, Arto; Orešič, Matej; Kaski, Samuel 1 2011 Multi-view kernel completion. Zbl 1460.62040Bhadra, Sahely; Kaski, Samuel; Rousu, Juho 1 2017 A decision-theoretic approach for model interpretability in Bayesian framework. Zbl 07289241Afrabandpey, Homayun; Peltola, Tomi; Piironen, Juho; Vehtari, Aki; Kaski, Samuel 1 2020 Likelihood-free inference via classification. Zbl 1384.62089Gutmann, Michael U.; Dutta, Ritabrata; Kaski, Samuel; Corander, Jukka 23 2018 Inverse reinforcement learning from summary data. Zbl 1475.68277Kangasrääsiö, Antti; Kaski, Samuel 2 2018 Learning structures of Bayesian networks for variable groups. Zbl 1418.68179Parviainen, Pekka; Kaski, Samuel 1 2017 Knowledge elicitation via sequential probabilistic inference for high-dimensional prediction. Zbl 1460.62130Daee, Pedram; Peltola, Tomi; Soare, Marta; Kaski, Samuel 1 2017 Multi-view kernel completion. Zbl 1460.62040Bhadra, Sahely; Kaski, Samuel; Rousu, Juho 1 2017 Bayesian canonical correlation analysis. Zbl 1320.62134Klami, Arto; Virtanen, Seppo; Kaski, Samuel 9 2013 Matching samples of multiple views. Zbl 1235.68199Tripathi, Abhishek; Klami, Arto; Orešič, Matej; Kaski, Samuel 1 2011 Information retrieval perspective to nonlinear dimensionality reduction for data visualization. Zbl 1242.62006Venna, Jarkko; Peltonen, Jaakko; Nybo, Kristian; Aidos, Helena; Kaski, Samuel 10 2010 Infinite factorization of multiple non-parametric views. Zbl 1470.62092Rogers, Simon; Klami, Arto; Sinkkonen, Janne; Girolami, Mark; Kaski, Samuel 2 2010 Visualizations for assessing convergence and mixing of Markov chain Monte Carlo simulations. Zbl 1453.62175Peltonen, Jaakko; Venna, Jarkko; Kaski, Samuel 2 2009 Local multidimensional scaling. Zbl 1102.68601Venna, Jarkko; Kaski, Samuel 11 2006 Improved learning of Riemannian metrics for exploratory analysis. Zbl 1101.68783Peltonen, Jaakko; Klami, Arto; Kaski, Samuel 2 2004 Associative clustering. Zbl 1132.68591Sinkkonen, Janne; Nikkilä, Janne; Lahti, Leo; Kaski, Samuel 1 2004 Clustering based on conditional distributions in an auxiliary space. Zbl 1009.62048Sinkkonen, Janne; Kaski, Samuel 11 2002 Learning more accurate metrics for self-organizing maps. Zbl 1013.68772Peltonen, Jaakko; Klami, Arto; Kaski, Samuel 1 2002 Discriminative clustering: Optimal contingency tables by learning metrics. Zbl 1014.68512Sinkkonen, Janne; Kaski, Samuel; Nikkilä, Janne 1 2002 Neighborhood preservation in nonlinear projection methods: An experimental study. Zbl 1001.68746Venna, Jarkko; Kaski, Samuel 5 2001 Data visualization and analysis with self-organizing maps in learning metrics. Zbl 0997.68711Kaski, Samuel; Sinkkonen, Janne; Peltonen, Jaakko 1 2001 WEBSOM – Self-organizing maps of document collections. Zbl 0917.68059Kaski, Samuel; Honkela, Timo; Lagus, Krista; Kohonen, Teuvo 16 1998 Data exploration using self-organizing maps. Zbl 0910.62002Kaski, Samuel 9 1997 Exploratory data analysis by the self-organizing map: Structures of welfare and poverty in the world. Zbl 0930.91017Kaski, S.; Kohonen, T. 4 1996 Winner-take-all networks for physiological models of competitive learning. Zbl 0816.92002Kaski, Samuel; Kohonen, Teuvo 10 1994 all cited Publications top 5 cited Publications all top 5 Cited by 298 Authors 10 Kaski, Samuel 4 Dutta, Ritabrata 4 Klami, Arto 3 Corander, Jukka 3 Drovandi, Christopher C. 3 Gutmann, Michael U. 3 Hammer, Barbara 3 Marttinen, Pekka 3 Nott, David John 3 Vehtari, Aki 2 Brehmer, Johann 2 Chang, Hong 2 Cottrell, Marie 2 Cranmer, Kyle 2 Dzemyda, Gintautas 2 Järvenpää, Marko 2 Khalilia, Mohammed A. 2 Louppe, Gilles 2 Ong, Victor M. H. 2 Pacchiardi, Lorenzo 2 Peltonen, Jaakko 2 Popescu, Mihail N. 2 Schleif, Frank-Michael 2 Sisson, Scott A. 2 Thrun, Michael C. 2 Tran, Minh Ngoc 2 Ultsch, Alfred G. H. 2 Yeung, Dit-Yan 1 Abbasnejad, M. Ehsan 1 Abin, Ahmad Ali 1 Abonyi, Janos 1 Ahonen, Lauri 1 Amsaleg, Laurent 1 An, Ziwen 1 Andrade, Adriano O. 1 Arbel, Julyan 1 Arevian, Garen 1 Armstrong, Elizabeth 1 Arnold, Richard A. 1 Balakrishnan, Sivaraman 1 Bashiri, Mohammad Ali 1 Basu, Sugato 1 Bedregal, Benjamín René Callejas 1 Beigy, Hamid 1 Bennamoun, Mohammed 1 Bennani, Younes 1 Bermejo, Sergio 1 Biehl, Michael 1 Bielza, Concha 1 Bighashdel, Ariyan 1 Bose, Amitabha 1 Brandt, Sebastian F. 1 Brzeminski, Pawel 1 Bunte, Kerstin 1 Burylko, O. A. 1 Bustince, Humberto 1 Cabestany, Joan 1 Charalambous, Chris 1 Chelly, Oussama 1 Chen, Yuwei 1 Cheng, Yichen 1 Chenouri, Shojaeddin 1 Cheung, William K. W. 1 Cho, Jeongho 1 Chopard, Bastien 1 Chow, Tommy W. S. 1 Connolly, James M. 1 Costilla, Roy 1 Davidson, Ian 1 De Giovanni, Livia 1 Dhillon, Inderjit S. 1 Dimuro, Graçaliz Pereira 1 Dixit, Anand 1 Dmitrieva, Tatiana 1 Domijan, Drazen 1 Douglas, Rodney J. 1 Dubbelman, Gijs 1 D’Urso, Pierpaolo 1 Ebrahimi, Nader D. 1 Fan, Mingyu 1 Fernandes, David 1 Fernández, Daniel 1 Forbes, Florence 1 Freeman, Richard T. 1 Fukai, Tomoki 1 Furon, Teddy 1 Gao, Chao 1 García-Vega, Manuel 1 Gardner, Robert Mike 1 Gava, Giuseppe P. 1 Gaynanova, Irina 1 Gelfand, Alan Enoch 1 Gentner, Timothy Q. 1 Gerlach, Robin 1 Geweniger, Tina 1 Ghosh, Tomojit 1 Gillberg, Jussi 1 Girard, Stéphane 1 Girolami, Mark A. 1 Go, Mary Ann ...and 198 more Authors all top 5 Cited in 50 Serials 14 Neural Networks 10 Neural Computation 8 Machine Learning 7 Statistics and Computing 5 Pattern Recognition 5 Data Mining and Knowledge Discovery 4 Information Sciences 4 European Journal of Operational Research 4 Journal of Machine Learning Research (JMLR) 3 Computational Statistics 3 The Annals of Applied Statistics 2 Biological Cybernetics 2 Proceedings of the National Academy of Sciences of the United States of America 2 Computational Statistics and Data Analysis 2 International Journal of Computer Vision 2 International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 2 Statistical Applications in Genetics and Molecular Biology 2 Electronic Journal of Statistics 2 Bayesian Analysis 1 Artificial Intelligence 1 Metrika 1 Automatica 1 Kybernetes 1 Journal of Classification 1 Applied Numerical Mathematics 1 New Generation Computing 1 International Journal of Intelligent Systems 1 International Journal of Approximate Reasoning 1 Journal of Statistical Computation and Simulation 1 Journal of Mathematical Imaging and Vision 1 International Journal of Bifurcation and Chaos in Applied Sciences and Engineering 1 Journal of Mathematical Sciences (New York) 1 Journal of Computational Neuroscience 1 Revista Investigación Operacional 1 INFORMS Journal on Computing 1 Soft Computing 1 Journal of Graph Algorithms and Applications 1 Communications in Nonlinear Science and Numerical Simulation 1 Combustion Theory and Modelling 1 JMMA. Journal of Mathematical Modelling and Algorithms 1 International Journal of Wavelets, Multiresolution and Information Processing 1 International Journal of Computational Intelligence and Applications 1 Inverse Problems in Science and Engineering 1 Advances in Data Analysis and Classification. ADAC 1 Computational & Mathematical Methods in Medicine 1 Statistical Analysis and Data Mining 1 Pesquisa Operacional 1 Statistics Surveys 1 Sankhyā. Series B 1 Proceedings of the Royal Society of London. A. Mathematical, Physical and Engineering Sciences all top 5 Cited in 18 Fields 68 Computer science (68-XX) 55 Statistics (62-XX) 15 Biology and other natural sciences (92-XX) 7 Operations research, mathematical programming (90-XX) 7 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 5 Probability theory and stochastic processes (60-XX) 2 Linear and multilinear algebra; matrix theory (15-XX) 2 Ordinary differential equations (34-XX) 2 Geophysics (86-XX) 1 Combinatorics (05-XX) 1 Measure and integration (28-XX) 1 Functions of a complex variable (30-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 General topology (54-XX) 1 Global analysis, analysis on manifolds (58-XX) 1 Numerical analysis (65-XX) 1 Classical thermodynamics, heat transfer (80-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year